{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# numpy数组创建习题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 1. 按要求补全代码，创建一个全0一个全1的数组](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#9uKxU7GBRL7PWSt6QiQxBp) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "x0 shape: (2, 5)\n",
      "x0 content:\n",
      "[[0 0 0 0 0]\n",
      " [0 0 0 0 0]]\n",
      "\n",
      "x1 shape: (5, 2)\n",
      "x1 content:\n",
      "[[1 1]\n",
      " [1 1]\n",
      " [1 1]\n",
      " [1 1]\n",
      " [1 1]]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 引入numpy数组\n",
    "# TODO\n",
    "\n",
    "# 构建 2行 5列 整型 numpy 全1数组 x0\n",
    "# TODO\n",
    "\n",
    "# 构建 5行 2列 整型 numpy 全0数组 x1\n",
    "# TODO\n",
    "\n",
    "# 构建结果多行字符串\n",
    "# 针对x0,x1打印其结构和完整内容\n",
    "# TODO\n",
    "\n",
    "# 打印字符串内容\n",
    "# TODO"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 2. 构建对角线矩阵并绘制出其对应的图像](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#3oRvXdVsrXPkTGvRAiYcFs) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "# TODO\n",
    "\n",
    "# 构建一个 100*100 的对角线为1其余为0的numpy数组\n",
    "# TODO\n",
    "\n",
    "# 用plt绘制x对应的图像, 色彩模式为: 灰白，并显示出来\n",
    "# TODO"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 3. 绘制等差数列对应图像](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#q8mJrLJQ8Qs9obuB4EpctU) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  0   5  10  15  20  25  30  35  40  45  50  55  60  65  70  75  80  85\n",
      "  90  95 100 105 110 115 120 125 130 135 140 145 150 155 160 165 170 175\n",
      " 180 185 190 195 200 205 210 215 220 225 230 235 240 245 250 255]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "# TODO\n",
    "\n",
    "# 生成等差数列numpy数组，0≤范围≤255，步长: 5\n",
    "# 打印数组内容\n",
    "# TODO\n",
    "\n",
    "# 用plt绘制x对应的图像\n",
    "# 注意: x 为一维列表无法显示成图像,所以要把x转化为一个二维列表: [x]即可\n",
    "# TODO\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 4. 绘制两种随机量对应的折线图](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#sbEzwddvqqELZExFom79p2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "# TODO\n",
    "\n",
    "# 生成[0,50]范围内100个数字\n",
    "# TODO\n",
    "\n",
    "# 生成100个标准正态分布的随机数数组\n",
    "# TODO\n",
    "\n",
    "# 生成100个[0, 1)区间内的均匀分布的随机数\n",
    "# TODO\n",
    "\n",
    "# 把两个随机数叠加绘制出来\n",
    "# TODO"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 5. 绘制随机噪点图](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#biU9r2mwmG77qYsHs1MUeE) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "# TODO\n",
    "\n",
    "# 绘制100*100的随机整数numpy数组\n",
    "# 每一个整数的范围是: [0,255]\n",
    "# TODO\n",
    "\n",
    "# 显示出来\n",
    "# TODO"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 6. 给局部狗图添加噪音](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#gQZCXSkJ2SkxYtC8zuEeom) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "# TODO\n",
    "\n",
    "# 用opencv读取 dog.jpg 的灰度图形式\n",
    "# TODO\n",
    "\n",
    "# 截取图像的 高[500,1100) 宽[100:600)部分\n",
    "# TODO\n",
    "\n",
    "# 获取图像的高度->h, 和宽度->w\n",
    "# TODO\n",
    "\n",
    "# 生成高h宽w的正太分布随机值数组，并把每一个值都放大20倍 -> 生成噪音数组 noise\n",
    "# TODO\n",
    "\n",
    "# 把原图 + 噪音 生成混合噪音图\n",
    "# TODO\n",
    "\n",
    "# 显示出来\n",
    "# TODO"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
